{
  "cells": [
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "a2f0cbd4",
      "metadata": {
        "id": "a2f0cbd4"
      },
      "outputs": [],
      "source": [
        "# Import libraries\n",
        "import sys, os\n",
        "import numpy as np\n",
        "import pandas as pd\n",
        "import string\n",
        "import matplotlib.pyplot as plt\n",
        "from matplotlib import font_manager, rc, patches\n",
        "import matplotlib\n",
        "from collections import Counter\n",
        "import seaborn as sns\n",
        "import geopandas as gpd\n",
        "import re\n",
        "import math\n",
        "rc('font', family='Arial')\n",
        "plt.rcParams['axes.unicode_minus']=False\n",
        "\n",
        "import warnings\n",
        "warnings.filterwarnings(action='ignore')"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "e56b7c76",
      "metadata": {
        "id": "e56b7c76"
      },
      "outputs": [],
      "source": [
        "# 16 Provinces\n",
        "provinces = ['GW', 'GG', 'SU', 'IC', 'CB', 'CN', 'DJ', 'GB', 'GN', 'DG', 'US', 'BS', 'JB', 'JN', 'GJ', 'JJ']"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "d43db9e3",
      "metadata": {
        "id": "d43db9e3"
      },
      "source": [
        "\n",
        "\n",
        "```\n",
        "# This is formatted as code\n",
        "```\n",
        "\n",
        "# Figure 3"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "39874ac5",
      "metadata": {
        "id": "39874ac5"
      },
      "outputs": [],
      "source": [
        "# Import daily numbers of posts\n",
        "\n",
        "# NAVER\n",
        "naver_daily = pd.read_csv('./NAVER_daily.csv', index_col=0)\n",
        "naver_daily.index = pd.to_datetime(naver_daily.index)\n",
        "# Twitter/X\n",
        "twitter_daily = pd.read_csv('./Twitter_daily.csv', index_col=0)\n",
        "twitter_daily.index = pd.to_datetime(twitter_daily.index)"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "5ccb66d1",
      "metadata": {
        "id": "5ccb66d1",
        "outputId": "ceaacc84-e38c-445e-dafa-1188a29a93c8"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.rc('font', size=20, family='Arial')\n",
        "fig, ax = plt.subplots(figsize=(10, 4), sharex=True)\n",
        "\n",
        "# Plot NAVER\n",
        "ax.plot(naver_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'neg_count_daily'], color='#2DB400', linewidth=2.5, alpha=1)\n",
        "ax.set_ylim(-0.15, 50)\n",
        "ax.set_yticks([0, 10, 20, 30, 40, 50])\n",
        "ax.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "ax1 = ax.twinx()\n",
        "\n",
        "# Plot Twitter/X\n",
        "ax1.plot(twitter_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'neg_count_daily'], color='#000000', linewidth=2.5)\n",
        "ax1.set_ylim(-1, 50000)\n",
        "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
        "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "# Ticker setting\n",
        "ax.tick_params(axis='y', length=10, color='#2DB400', width=2, labelcolor='#2DB400')\n",
        "ax1.tick_params(axis='y', length=10, color='#000000', width=2, labelcolor='#000000')\n",
        "ax.set_xlim(pd.to_datetime('2022-03-15'), pd.to_datetime('2023-05-15'))\n",
        "ax.set_xticks(pd.date_range('2022-04-01', '2023-05-01', freq='3MS'))\n",
        "ax.set_xticklabels(['Apr 2022', 'Jul 2022', 'Oct 2022', 'Jan 2023', 'Apr 2023'])\n",
        "ax1.set_ylabel('News', color='#2DB400', rotation=270, labelpad=55, fontweight='semibold')\n",
        "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=35, fontweight='semibold')\n",
        "\n",
        "# Define national drought (I) and regional drought (II)\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2022-05-01'), x2=pd.to_datetime('2022-06-30'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(I)', x=0.25, y=0.82, fontsize=20, fontweight='semibold')\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2023-02-01'), x2=pd.to_datetime('2023-03-31'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(II)', x=0.7475, y=0.82, fontsize=20, fontweight='semibold')\n",
        "\n",
        "# Ticker setting\n",
        "ax.yaxis.set_ticks_position('right')\n",
        "ax1.yaxis.set_ticks_position('left')\n",
        "\n",
        "# Set frame widths and colors\n",
        "ax.spines['top'].set_linewidth(1.5)\n",
        "ax.spines['bottom'].set_linewidth(1.5)\n",
        "ax.spines['left'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_color('#2DB400')\n",
        "ax.spines['left'].set_color('#000000')\n",
        "\n",
        "ax1.spines['top'].set_linewidth(1.5)\n",
        "ax1.spines['bottom'].set_linewidth(1.5)\n",
        "ax1.spines['left'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_color('#2DB400')\n",
        "ax1.spines['left'].set_color('#000000')\n",
        "\n",
        "# Save image\n",
        "plt.savefig('./Figure3a.jpg', dpi=400, bbox_inches='tight', transparent=True)\n",
        "plt.show()"
      ]
    },
    {
      "cell_type": "markdown",
      "id": "fcee927e",
      "metadata": {
        "id": "fcee927e"
      },
      "source": [
        "## Figure 3 b"
      ]
    },
    {
      "cell_type": "code",
      "execution_count": null,
      "id": "4f671fe8",
      "metadata": {
        "id": "4f671fe8",
        "outputId": "436269d2-ec42-4b1c-ac80-44bc3a2254c4"
      },
      "outputs": [
        {
          "data": {
            "image/png": 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",
            "text/plain": [
              "<Figure size 1000x400 with 2 Axes>"
            ]
          },
          "metadata": {},
          "output_type": "display_data"
        }
      ],
      "source": [
        "plt.rc('font', size=20, family='Arial')\n",
        "fig, ax = plt.subplots(figsize=(10, 4), sharex=True)\n",
        "\n",
        "# Plot NAVER\n",
        "ax.plot(naver_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'pos_count_daily'], color='#2DB400', linewidth=2.5, alpha=1)\n",
        "ax.set_ylim(-0.15, 50)\n",
        "ax.set_yticks([0, 10, 20, 30, 40, 50])\n",
        "ax.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "ax1 = ax.twinx()\n",
        "\n",
        "# Plot Twitter/X\n",
        "ax1.plot(twitter_daily.loc[pd.date_range('2022-03-15', '2023-05-15'), 'pos_count_daily'], color='#000000', linewidth=2.5)\n",
        "ax1.set_ylim(-1, 50000)\n",
        "ax1.set_yticks([0, 10000, 20000, 30000, 40000, 50000])\n",
        "ax1.set_yticklabels([0, 10, 20, 30, 40, 50])\n",
        "\n",
        "# Ticker setting\n",
        "ax.tick_params(axis='y', length=10, color='#2DB400', width=2, labelcolor='#2DB400')\n",
        "ax1.tick_params(axis='y', length=10, color='#000000', width=2, labelcolor='#000000')\n",
        "ax.set_xlim(pd.to_datetime('2022-03-15'), pd.to_datetime('2023-05-15'))\n",
        "ax.set_xticks(pd.date_range('2022-04-01', '2023-05-01', freq='3MS'))\n",
        "ax.set_xticklabels(['Apr 2022', 'Jul 2022', 'Oct 2022', 'Jan 2023', 'Apr 2023'])\n",
        "ax1.set_ylabel('News', color='#2DB400', rotation=270, labelpad=55, fontweight='semibold')\n",
        "ax.set_ylabel('Twitter/X ' + r'$\\mathregular{({\\times} 1,000)}$', color='#000000', rotation=90, labelpad=35, fontweight='semibold')\n",
        "\n",
        "# Define national drought (I) and regional drought (II)\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2022-05-01'), x2=pd.to_datetime('2022-06-30'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(I)', x=0.25, y=0.82, fontsize=20, fontweight='semibold')\n",
        "ax.fill_betweenx(y=[0, 150], x1=pd.to_datetime('2023-02-01'), x2=pd.to_datetime('2023-03-31'), facecolor='grey', alpha=0.2, zorder=0)\n",
        "plt.figtext(s='(II)', x=0.7475, y=0.82, fontsize=20, fontweight='semibold')\n",
        "\n",
        "# Ticker setting\n",
        "ax.yaxis.set_ticks_position('right')\n",
        "ax1.yaxis.set_ticks_position('left')\n",
        "\n",
        "# Set frame widths and colors\n",
        "ax.spines['top'].set_linewidth(1.5)\n",
        "ax.spines['bottom'].set_linewidth(1.5)\n",
        "ax.spines['left'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_linewidth(1.5)\n",
        "ax.spines['right'].set_color('#2DB400')\n",
        "ax.spines['left'].set_color('#000000')\n",
        "\n",
        "ax1.spines['top'].set_linewidth(1.5)\n",
        "ax1.spines['bottom'].set_linewidth(1.5)\n",
        "ax1.spines['left'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_linewidth(1.5)\n",
        "ax1.spines['right'].set_color('#2DB400')\n",
        "ax1.spines['left'].set_color('#000000')\n",
        "\n",
        "# Save image\n",
        "plt.savefig('./Figure3b.jpg', dpi=400, bbox_inches='tight', transparent=True)\n",
        "plt.show()"
      ]
    }
  ],
  "metadata": {
    "kernelspec": {
      "display_name": "text",
      "language": "python",
      "name": "text"
    },
    "language_info": {
      "codemirror_mode": {
        "name": "ipython",
        "version": 3
      },
      "file_extension": ".py",
      "mimetype": "text/x-python",
      "name": "python",
      "nbconvert_exporter": "python",
      "pygments_lexer": "ipython3",
      "version": "3.8.16"
    },
    "colab": {
      "provenance": []
    }
  },
  "nbformat": 4,
  "nbformat_minor": 5
}